Christophe's group

Dataset statistics

Number of variables	20
Number of observations	19812
Missing cells	17184
Missing cells (%)	4.3%
Duplicate rows	557
Duplicate rows (%)	2.8%
Total size in memory	2.2 MiB
Average record size in memory	118.0 B

Variable types

NUM	9
BOOL	7
CAT	4

Warnings

`nr_facades` has constant value "19812"	Constant
Dataset has 557 (2.8%) duplicate rows	Duplicates
`basement` is highly correlated with `land`	High correlation
`land` is highly correlated with `basement`	High correlation
`type_subproperty` is highly correlated with `type_property`	High correlation
`type_property` is highly correlated with `type_subproperty`	High correlation
`type_of_sale` has 12992 (65.6%) missing values	Missing
`building` has 4192 (21.2%) missing values	Missing
`netHabitableSurface` is highly skewed (γ1 = 51.83050046)	Skewed
`nr_bedrooms` is highly skewed (γ1 = 25.94489667)	Skewed
`garden_m2` is highly skewed (γ1 = 29.79909112)	Skewed
`land` is highly skewed (γ1 = 20.56953032)	Skewed
`basement` is highly skewed (γ1 = 21.31584435)	Skewed
`netHabitableSurface` has 2728 (13.8%) zeros	Zeros
`nr_bedrooms` has 2492 (12.6%) zeros	Zeros
`garden_m2` has 16425 (82.9%) zeros	Zeros
`terrace_m2` has 12429 (62.7%) zeros	Zeros
`land` has 10685 (53.9%) zeros	Zeros
`basement` has 1439 (7.3%) zeros	Zeros

Reproduction

Analysis started	2020-11-19 10:52:47.189232
Analysis finished	2020-11-19 10:53:09.380902
Duration	22.19 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

Unnamed: 0
Real number (ℝ_≥0)

Distinct	19253
Distinct (%)	97.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	8727770.808
Minimum	2884976
Maximum	8957547
Zeros	0
Zeros (%)	0.0%
Memory size	154.8 KiB

Quantile statistics

Minimum	2884976
5-th percentile	8082832.1
Q1	8693416.25
median	8839908.5
Q3	8911999.25
95-th percentile	8948774.05
Maximum	8957547
Range	6072571
Interquartile range (IQR)	218583

Descriptive statistics

Standard deviation	335383.9802
Coefficient of variation (CV)	0.03842722129
Kurtosis	33.79564081
Mean	8727770.808
Median Absolute Deviation (MAD)	86831.5
Skewness	-4.298438317
Sum	1.729145952e+11
Variance	1.124824142e+11
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8835029	2	< 0.1%
8893036	2	< 0.1%
8944001	2	< 0.1%
8827826	2	< 0.1%
8922648	2	< 0.1%
8254795	2	< 0.1%
8948959	2	< 0.1%
8459484	2	< 0.1%
8881245	2	< 0.1%
8884365	2	< 0.1%
Other values (19243)	19792	99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2884976	1	< 0.1%
3816754	1	< 0.1%
3855973	1	< 0.1%
3880650	1	< 0.1%
3993780	1	< 0.1%

Value	Count	Frequency (%)
8957547	1	< 0.1%
8957537	1	< 0.1%
8957535	1	< 0.1%
8957516	1	< 0.1%
8957515	1	< 0.1%

type_property
Categorical

HIGH CORRELATION

Distinct	8
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	154.8 KiB

HOUSE	9309
APARTMENT	8582
COMMERCIAL	1113
INDUSTRY	285
OFFICE	275
Other values (3)	248

Frequencies
Length

Value	Count	Frequency (%)
HOUSE	9309	47.0%
APARTMENT	8582	43.3%
COMMERCIAL	1113	5.6%
INDUSTRY	285	1.4%
OFFICE	275	1.4%
OTHER	202	1.0%
GARAGE	43	0.2%
LAND	3	< 0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	10
Median length	8
Mean length	7.072632748
Min length	4

type_subproperty
Categorical

HIGH CORRELATION

Distinct	49
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	154.8 KiB

APARTMENT	6472
HOUSE	4602
APARTMENT_BLOCK	1583
MIXED_USE_BUILDING	1388
VILLA	990
Other values (44)	4777

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
APARTMENT	6472	32.7%
HOUSE	4602	23.2%
APARTMENT_BLOCK	1583	8.0%
MIXED_USE_BUILDING	1388	7.0%
VILLA	990	5.0%
MIXED_USE_BUILDING_COMMERCIAL	723	3.6%
DUPLEX	580	2.9%
PENTHOUSE	526	2.7%
GROUND_FLOOR	419	2.1%
FLAT_STUDIO	302	1.5%
Other values (39)	2227	11.2%

Frequencies of value counts

Unique

Unique	2 ?
Unique (%)	< 0.1%

Histogram of lengths of the category

Length

Max length	29
Median length	9
Mean length	10.27422774
Min length	3

price
Real number (ℝ_≥0)

Distinct	2062
Distinct (%)	10.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	504305.0275
Minimum	0
Maximum	15000000
Zeros	30
Zeros (%)	0.2%
Memory size	154.8 KiB

Quantile statistics

Minimum	0
5-th percentile	121550
Q1	220000
median	325000
Q3	535000
95-th percentile	1495000
Maximum	15000000
Range	15000000
Interquartile range (IQR)	315000

Descriptive statistics

Standard deviation	624065.9008
Coefficient of variation (CV)	1.237477056
Kurtosis	58.74828977
Mean	504305.0275
Median Absolute Deviation (MAD)	130000
Skewness	5.736459063
Sum	9991291204
Variance	3.894582485e+11
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
295000	234	1.2%
299000	224	1.1%
275000	222	1.1%
199000	220	1.1%
395000	212	1.1%
225000	202	1.0%
249000	200	1.0%
250000	181	0.9%
495000	172	0.9%
325000	171	0.9%
Other values (2052)	17774	89.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	30	0.2%
700	1	< 0.1%
2500	4	< 0.1%
3000	1	< 0.1%
6000	1	< 0.1%

Value	Count	Frequency (%)
15000000	1	< 0.1%
12700000	1	< 0.1%
11500000	1	< 0.1%
10000000	1	< 0.1%
9500000	1	< 0.1%

locality
Real number (ℝ_≥0)

Distinct	941
Distinct (%)	4.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5142.060267
Minimum	1000
Maximum	9992
Zeros	0
Zeros (%)	0.0%
Memory size	154.8 KiB

Quantile statistics

Minimum	1000
5-th percentile	1050
Q1	1830
median	4870
Q3	8380
95-th percentile	9470
Maximum	9992
Range	8992
Interquartile range (IQR)	6550

Descriptive statistics

Standard deviation	3150.37723
Coefficient of variation (CV)	0.6126682821
Kurtosis	-1.600802044
Mean	5142.060267
Median Absolute Deviation (MAD)	3430
Skewness	0.02093949828
Sum	101874498
Variance	9924876.689
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8300	771	3.9%
1180	559	2.8%
9000	482	2.4%
1000	464	2.3%
1050	412	2.1%
8400	281	1.4%
4000	257	1.3%
1070	229	1.2%
8000	215	1.1%
2000	212	1.1%
Other values (931)	15930	80.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1000	464	2.3%
1020	75	0.4%
1030	190	1.0%
1040	114	0.6%
1050	412	2.1%

Value	Count	Frequency (%)
9992	3	< 0.1%
9991	11	0.1%
9990	29	0.1%
9988	3	< 0.1%
9981	1	< 0.1%

netHabitableSurface
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct	862
Distinct (%)	4.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	197.5509287
Minimum	0
Maximum	50000
Zeros	2728
Zeros (%)	13.8%
Memory size	154.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	80
median	130
Q3	220
95-th percentile	521
Maximum	50000
Range	50000
Interquartile range (IQR)	140

Descriptive statistics

Standard deviation	521.8963402
Coefficient of variation (CV)	2.641831874
Kurtosis	4396.795598
Mean	197.5509287
Median Absolute Deviation (MAD)	65
Skewness	51.83050046
Sum	3913879
Variance	272375.7899
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2728	13.8%
120	307	1.5%
100	293	1.5%
150	283	1.4%
90	274	1.4%
200	267	1.3%
160	243	1.2%
80	230	1.2%
110	227	1.1%
180	222	1.1%
Other values (852)	14738	74.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2728	13.8%
5	2	< 0.1%
15	4	< 0.1%
16	4	< 0.1%
17	5	< 0.1%

Value	Count	Frequency (%)
50000	1	< 0.1%
21000	1	< 0.1%
15511	1	< 0.1%
10837	1	< 0.1%
10000	2	< 0.1%

nr_bedrooms
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct	49
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.894306481
Minimum	0
Maximum	204
Zeros	2492
Zeros (%)	12.6%
Memory size	154.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	3
Q3	4
95-th percentile	6
Maximum	204
Range	204
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	3.912543218
Coefficient of variation (CV)	1.351806813
Kurtosis	1151.16406
Mean	2.894306481
Median Absolute Deviation (MAD)	1
Skewness	25.94489667
Sum	57342
Variance	15.30799444
Monotocity	Not monotonic

Histogram with fixed size bins (bins=49)

Value	Count	Frequency (%)
2	5314	26.8%
3	5094	25.7%
0	2492	12.6%
4	2435	12.3%
1	1788	9.0%
5	1212	6.1%
6	637	3.2%
7	260	1.3%
8	169	0.9%
9	100	0.5%
Other values (39)	311	1.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2492	12.6%
1	1788	9.0%
2	5314	26.8%
3	5094	25.7%
4	2435	12.3%

Value	Count	Frequency (%)
204	3	< 0.1%
100	1	< 0.1%
99	1	< 0.1%
90	2	< 0.1%
80	1	< 0.1%

kitchen_installed
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	19.3 KiB

True	14379
False	5433

Common Values
Chart

Value	Count	Frequency (%)
True	14379	72.6%
False	5433	27.4%

nr_facades
Boolean

CONSTANT
REJECTED

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	154.8 KiB

0	19812

Common Values
Chart

Value	Count	Frequency (%)
0	19812	100.0%

hasGarden
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	19.3 KiB

False	16425
True	3387

Common Values
Chart

Value	Count	Frequency (%)
False	16425	82.9%
True	3387	17.1%

garden_m2
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct	769
Distinct (%)	3.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	164.5301333
Minimum	0
Maximum	94000
Zeros	16425
Zeros (%)	82.9%
Memory size	154.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	510
Maximum	94000
Range	94000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1681.836659
Coefficient of variation (CV)	10.22205857
Kurtosis	1149.066964
Mean	164.5301333
Median Absolute Deviation (MAD)	0
Skewness	29.79909112
Sum	3259671
Variance	2828574.547
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	16425	82.9%
100	110	0.6%
50	83	0.4%
200	79	0.4%
300	69	0.3%
150	62	0.3%
500	59	0.3%
60	59	0.3%
40	59	0.3%
400	58	0.3%
Other values (759)	2749	13.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	16425	82.9%
1	58	0.3%
2	2	< 0.1%
3	1	< 0.1%
4	3	< 0.1%

Value	Count	Frequency (%)
94000	1	< 0.1%
75000	1	< 0.1%
63000	1	< 0.1%
58000	1	< 0.1%
55000	2	< 0.1%

hasTerrace
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	19.3 KiB

True	11602
False	8210

Common Values
Chart

Value	Count	Frequency (%)
True	11602	58.6%
False	8210	41.4%

terrace_m2
Real number (ℝ_≥0)

ZEROS

Distinct	177
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	10.50585504
Minimum	0
Maximum	1383
Zeros	12429
Zeros (%)	62.7%
Memory size	154.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	12
95-th percentile	50
Maximum	1383
Range	1383
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	27.22180594
Coefficient of variation (CV)	2.591108086
Kurtosis	388.4119651
Mean	10.50585504
Median Absolute Deviation (MAD)	0
Skewness	11.83684498
Sum	208142
Variance	741.0267185
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	12429	62.7%
10	435	2.2%
20	425	2.1%
15	355	1.8%
8	327	1.7%
6	305	1.5%
12	287	1.4%
30	285	1.4%
25	261	1.3%
9	258	1.3%
Other values (167)	4445	22.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	12429	62.7%
1	29	0.1%
2	113	0.6%
3	169	0.9%
4	210	1.1%

Value	Count	Frequency (%)
1383	1	< 0.1%
708	1	< 0.1%
495	1	< 0.1%
450	2	< 0.1%
400	3	< 0.1%

furnished_YN
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	19.3 KiB

False	19184
True	628

Common Values
Chart

Value	Count	Frequency (%)
False	19184	96.8%
True	628	3.2%

swimpool_YN
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	19.3 KiB

False	19330
True	482

Common Values
Chart

Value	Count	Frequency (%)
False	19330	97.6%
True	482	2.4%

type_of_sale
Categorical

MISSING

Distinct	7
Distinct (%)	0.1%
Missing	12992
Missing (%)	65.6%
Memory size	154.8 KiB

isNewClassified	2363
isNewlyBuilt	1774
isUnderOption	1654
isAnInteractiveSale	429
isNewPrice	405
Other values (2)	195

Frequencies
Length

Value	Count	Frequency (%)
isNewClassified	2363	11.9%
isNewlyBuilt	1774	9.0%
isUnderOption	1654	8.3%
isAnInteractiveSale	429	2.2%
isNewPrice	405	2.0%
isNotarySale	168	0.8%
isSoldOrRented	27	0.1%
(Missing)	12992	65.6%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	19
Median length	3
Mean length	6.652836665
Min length	3

land
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	2166
Distinct (%)	10.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	709.4122754
Minimum	0
Maximum	220000
Zeros	10685
Zeros (%)	53.9%
Memory size	154.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	350
95-th percentile	2300
Maximum	220000
Range	220000
Interquartile range (IQR)	350

Descriptive statistics

Standard deviation	4358.677865
Coefficient of variation (CV)	6.144068853
Kurtosis	622.8964832
Mean	709.4122754
Median Absolute Deviation (MAD)	0
Skewness	20.56953032
Sum	14054876
Variance	18998072.73
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	10685	53.9%
150	95	0.5%
100	94	0.5%
120	81	0.4%
200	72	0.4%
110	70	0.4%
70	65	0.3%
300	64	0.3%
160	61	0.3%
1000	55	0.3%
Other values (2156)	8470	42.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	10685	53.9%
1	21	0.1%
2	1	< 0.1%
3	1	< 0.1%
4	2	< 0.1%

Value	Count	Frequency (%)
220000	1	< 0.1%
150000	1	< 0.1%
120000	1	< 0.1%
117800	1	< 0.1%
110000	1	< 0.1%

basement
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	2085
Distinct (%)	10.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	720.5367454
Minimum	0
Maximum	220000
Zeros	1439
Zeros (%)	7.3%
Memory size	154.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	73
median	125
Q3	340
95-th percentile	2139
Maximum	220000
Range	220000
Interquartile range (IQR)	267

Descriptive statistics

Standard deviation	4282.219668
Coefficient of variation (CV)	5.943096858
Kurtosis	663.1824817
Mean	720.5367454
Median Absolute Deviation (MAD)	85
Skewness	21.31584435
Sum	14275274
Variance	18337405.28
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1439	7.3%
100	301	1.5%
90	268	1.4%
70	251	1.3%
80	240	1.2%
120	227	1.1%
110	219	1.1%
85	209	1.1%
75	191	1.0%
60	172	0.9%
Other values (2075)	16295	82.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1439	7.3%
1	49	0.2%
2	88	0.4%
3	63	0.3%
4	81	0.4%

Value	Count	Frequency (%)
220000	1	< 0.1%
150000	1	< 0.1%
120000	1	< 0.1%
117800	1	< 0.1%
110000	1	< 0.1%

building
Categorical

MISSING

Distinct	7
Distinct (%)	< 0.1%
Missing	4192
Missing (%)	21.2%
Memory size	154.8 KiB

AS_NEW	5580
GOOD	5344
TO_BE_DONE_UP	1375
TO_RENOVATE	1191
JUST_RENOVATED	1073
Other values (2)	1057

Frequencies
Length

Value	Count	Frequency (%)
AS_NEW	5580	28.2%
GOOD	5344	27.0%
TO_BE_DONE_UP	1375	6.9%
TO_RENOVATE	1191	6.0%
JUST_RENOVATED	1073	5.4%
Not specified	953	4.8%
TO_RESTORE	104	0.5%
(Missing)	4192	21.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	14
Median length	6
Mean length	6.403139511
Min length	3

fireplaceExist
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	19.3 KiB

False	18841
True	971

Common Values
Chart

Value	Count	Frequency (%)
False	18841	95.1%
True	971	4.9%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

First rows

	Unnamed: 0	type_property	type_subproperty	price	locality	netHabitableSurface	nr_bedrooms	kitchen_installed	hasGarden	garden_m2	hasTerrace	terrace_m2	furnished_YN	swimpool_YN	type_of_sale	land	basement	building	fireplaceExist
0	8901695	HOUSE	MIXED_USE_BUILDING	295000	4180	242	3	True	True	1000	True	36	False	False	isNewPrice	1403	1403	GOOD	False
1	8747010	HOUSE	VILLA	675000	8730	349	4	True	True	977	False	0	False	False	isNewPrice	1526	1526	AS_NEW	False
2	8775843	HOUSE	APARTMENT_BLOCK	250000	4020	303	5	True	False	0	False	0	False	False	isNewPrice	760	760	TO_RENOVATE	False
3	8910441	HOUSE	HOUSE	545000	1200	235	4	True	False	0	False	0	True	False	NaN	63	63	JUST_RENOVATED	False
4	8758672	HOUSE	MIXED_USE_BUILDING	500000	1190	220	2	True	True	60	False	0	False	False	NaN	193	193	AS_NEW	False
5	8725100	COMMERCIAL	MIXED_USE_BUILDING_COMMERCIAL	229500	4500	230	0	True	False	0	False	0	False	False	isNewPrice	128	128	TO_BE_DONE_UP	False
6	8940340	HOUSE	HOUSE	189000	4040	200	3	True	True	40	False	0	False	False	isNewClassified	100	11	TO_BE_DONE_UP	False
7	8923626	HOUSE	MIXED_USE_BUILDING	465000	4540	400	4	True	False	0	False	0	False	False	isUnderOption	312	312	GOOD	False
8	8913667	HOUSE	APARTMENT_BLOCK	650000	1150	200	4	True	True	150	True	4	False	False	isUnderOption	301	301	GOOD	False
9	8713285	OFFICE	BUILDING	350000	7090	700	0	False	False	0	True	0	False	False	NaN	540	540	TO_RESTORE	False

Last rows

	Unnamed: 0	type_property	type_subproperty	price	locality	netHabitableSurface	nr_bedrooms	kitchen_installed	hasGarden	hasTerrace	terrace_m2	furnished_YN	swimpool_YN	type_of_sale	basement	building	fireplaceExist
19802	8367880	APARTMENT	APARTMENT	189000	4000	122	3	True	False	False	0	False	False	isNewlyBuilt	122	AS_NEW	False
19803	8727088	APARTMENT	APARTMENT	120000	8430	36	1	True	False	False	0	False	False	NaN	36	GOOD	False
19804	8881075	APARTMENT	APARTMENT	267500	9120	101	2	True	False	True	22	False	False	isNewPrice	101	GOOD	False
19805	8903751	APARTMENT	PENTHOUSE	975000	1000	0	2	True	False	True	80	False	False	isNewlyBuilt	6	AS_NEW	False
19806	8863083	APARTMENT	APARTMENT	208000	8300	50	1	True	False	True	10	False	False	NaN	50	JUST_RENOVATED	False
19807	8876673	APARTMENT	APARTMENT	480000	1040	102	2	True	False	True	13	True	False	NaN	3	AS_NEW	False
19808	8948452	APARTMENT	APARTMENT	130000	6887	84	1	True	False	False	0	False	False	isNewlyBuilt	84	JUST_RENOVATED	False
19809	8887317	APARTMENT	APARTMENT	335000	1200	89	2	True	False	True	12	False	False	isNewClassified	89	AS_NEW	False
19810	8944979	APARTMENT	APARTMENT	98000	4480	63	3	True	False	False	0	False	False	isNewClassified	7	TO_RENOVATE	False
19811	8913656	APARTMENT	APARTMENT	195000	4000	96	2	True	False	True	0	False	False	NaN	96	GOOD	False

Most frequent

	Unnamed: 0	type_property	type_subproperty	price	locality	netHabitableSurface	nr_bedrooms	kitchen_installed	hasGarden	garden_m2	hasTerrace	terrace_m2	furnished_YN	swimpool_YN	type_of_sale	land	basement	building	fireplaceExist	count
0	8009981	HOUSE	APARTMENT_BLOCK	725000	2018	360	4	True	False	0	False	0	False	False	isUnderOption	160	160	JUST_RENOVATED	False	2
1	8016112	HOUSE	EXCEPTIONAL_PROPERTY	820000	1702	367	4	True	True	9143	True	30	False	False	isNewPrice	9143	9143	GOOD	False	2
2	8035441	HOUSE	MIXED_USE_BUILDING	450000	6760	259	5	True	False	0	False	0	False	False	isUnderOption	115	115	JUST_RENOVATED	False	2
3	8040133	HOUSE	MIXED_USE_BUILDING	125000	4020	125	3	True	False	0	False	0	False	False	isUnderOption	60	60	TO_RENOVATE	False	2
4	8088715	HOUSE	MIXED_USE_BUILDING	395000	6767	648	4	True	False	0	False	0	False	False	isUnderOption	1788	1788	JUST_RENOVATED	False	2
5	8122926	HOUSE	MIXED_USE_BUILDING	2850000	1200	2300	15	True	False	0	True	40	False	False	isUnderOption	1633	1633	TO_RENOVATE	False	2
6	8196608	HOUSE	MIXED_USE_BUILDING	149000	4860	345	5	True	False	0	True	25	False	False	isUnderOption	0	30	TO_RENOVATE	False	2
7	8205295	HOUSE	MIXED_USE_BUILDING	500000	4130	325	3	True	False	0	True	120	False	False	isUnderOption	300	300	GOOD	False	2
8	8349953	HOUSE	MIXED_USE_BUILDING	495000	7000	540	6	True	False	0	True	0	False	False	isUnderOption	0	540	GOOD	False	2
9	8383911	HOUSE	MIXED_USE_BUILDING	129000	7000	0	0	False	False	0	False	0	False	False	isUnderOption	0	0	TO_RENOVATE	False	2

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows

Duplicate rows

Most frequent